{ "protocol": "Effective rank from the participation ratio of each field's spectrum; shared directions from principal angles between the two leading eigenspaces. No pairing enters beyond the alignment the fields already carry.", "width": 32, "rows": [ { "label": "dinov2-base", "size": 256, "correlation": 0.7309253746041529, "visual_effective_rank": 39.354355315104065, "text_effective_rank": 48.51028021023378, "shared_directions_cos_gt_0.7": 16, "shuffled_null": 1.0, "shared_above_null": 15.0, "principal_cosines_top8": [ 0.989, 0.97, 0.961, 0.958, 0.935, 0.929, 0.919, 0.916 ], "spectrum_profile": [ { "index": 0, "best_text_overlap": 0.8752914618130935 }, { "index": 1, "best_text_overlap": 0.7113889267529432 }, { "index": 2, "best_text_overlap": 0.6474520213694175 }, { "index": 3, "best_text_overlap": 0.4561670462980055 }, { "index": 4, "best_text_overlap": 0.7889444327260163 }, { "index": 5, "best_text_overlap": 0.4798210203235249 }, { "index": 6, "best_text_overlap": 0.5388775689204454 }, { "index": 7, "best_text_overlap": 0.38535987856698345 }, { "index": 8, "best_text_overlap": 0.35775238981774193 }, { "index": 9, "best_text_overlap": 0.40119867473784454 }, { "index": 10, "best_text_overlap": 0.2947247041857286 }, { "index": 11, "best_text_overlap": 0.35693618856678805 }, { "index": 12, "best_text_overlap": 0.3374522541229742 }, { "index": 13, "best_text_overlap": 0.24867975139657714 }, { "index": 14, "best_text_overlap": 0.24833229549726515 }, { "index": 15, "best_text_overlap": 0.3646745592021869 } ] }, { "label": "dinov2-large", "size": 256, "correlation": 0.7089623334444308, "visual_effective_rank": 34.09936031350298, "text_effective_rank": 48.51028021023378, "shared_directions_cos_gt_0.7": 16, "shuffled_null": 1.0, "shared_above_null": 15.0, "principal_cosines_top8": [ 0.991, 0.969, 0.961, 0.956, 0.935, 0.92, 0.912, 0.906 ], "spectrum_profile": [ { "index": 0, "best_text_overlap": 0.8501366463451905 }, { "index": 1, "best_text_overlap": 0.702180071463519 }, { "index": 2, "best_text_overlap": 0.7558696816944022 }, { "index": 3, "best_text_overlap": 0.5885227667993027 }, { "index": 4, "best_text_overlap": 0.686980306019425 }, { "index": 5, "best_text_overlap": 0.4753734481010367 }, { "index": 6, "best_text_overlap": 0.514674338549242 }, { "index": 7, "best_text_overlap": 0.36351201198898186 }, { "index": 8, "best_text_overlap": 0.6277398229978914 }, { "index": 9, "best_text_overlap": 0.3043972557562218 }, { "index": 10, "best_text_overlap": 0.38398700857650125 }, { "index": 11, "best_text_overlap": 0.2633551172681774 }, { "index": 12, "best_text_overlap": 0.37175039776017144 }, { "index": 13, "best_text_overlap": 0.3640902133116658 }, { "index": 14, "best_text_overlap": 0.23400241918530762 }, { "index": 15, "best_text_overlap": 0.30808914881072025 } ] } ], "reading": "The narrow modality is the one to upgrade. A shared count far below both effective ranks means each side is rich but they are rich about different things." }